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Как мы оживили DPED: собираем датасет для обучения модели

Привет, Хабр! Сегодня с вами команда регионального научно-образовательного центра «Искусственный интеллект и анализ больших данных» при НГТУ им. Р. Е. Алексеева. Продолжаем рассказывать о нашей работе по возрождению и улучшению DPED (Deep Photo Enhancement Dataset). Это открытый проект исследователей из ETH Zurich, который включает датасет парных изображений и нейросетевую модель для повышения качества мобильных фотографий до уровня DSLR. В нашем случае мы хотим довести снимки с планшета YADRO KVADRA_T до качества полупрофессиональной камеры Sony Alpha ILCE 6600.

Отметим, что цель проекта не только исследование и обучение модели, но и последующее внедрение полученных наработок в приложение камеры планшета. Мы рассматриваем варианты локального инференса на самом устройстве, включая оптимизацию модели под мобильные вычислительные платформы с использованием TensorRT или ONNX Runtime. Так улучшать изображения можно прямо на устройстве — либо в момент съемки, либо в фоновом режиме.

В первой статье мы рассказали, почему выбрали DPED, как его запустили на современном софте и проверили на реальной задаче. На этот раз подробно разберем, как правильно собрать и подготовить датасет, без которого невозможно добиться высоких результатов в задачах машинного обучения.

Почему важен качественный датасет

Нейросеть обучается только на тех данных, которые ей предоставили. Если у исходного датасета низкое качество, то и результат работы модели будет соответствующий. Руководствуясь принципом «чему учили, то и получили», мы внимательно изучили опыт авторов оригинального проекта DPED и решили применить их подход.

Для обучения модели нужен датасет из парных изображений, снятых одновременно с двух устройств. Затем из снимков вырезается общая область, по которой модель будет учиться улучшать фото с планшета.

Как мы автоматизировали съемку

Авторы оригинального проекта использовали специальный стенд, на котором были закреплены четыре устройства: три смартфона и одна профессиональная камера:

Установка с четырьмя камерами DPED. Источник

Для сбора снимков мы создали похожий стенд с планшетом KVADRA_T и фотоаппаратом Sony Alpha ILCE 6600:

Основная задача — добиться одновременной съемки одной и той же сцены всеми устройствами. Способ синхронизации разработчики DPED не описали, поэтому мы нашли решение самостоятельно.

Камерой можно управлять через приложение Sony Imaging Edge Desktop с компьютера благодаря функции дистанционного управления (Remote Control). Для этого нужно подключить камеру через USB-кабель из комплекта.

Однако, приложение не позволяет автоматически запускать режим серийной съемки — нужно нажать кнопку затвора в интерфейсе приложения. Поэтому мы решили автоматизировать этот процесс. Самым простым и быстрым решением стала Python-библиотека pyautogui, которая позволяет программно управлять курсором и кликами мыши.

Скрипт имитирует нажатие кнопки затвора в приложении Sony Imaging Edge Desktop. Да, это не идеальный способ, так как работа скрипта зависит от множества внешних факторов, включая скорость отклика GUI и задержки самой программы. Но для старта проекта его оказалось достаточно.

На планшете мы попробовали автоматизировать съемку с помощью Android-приложения IP Webcam, но его работа оказалась слишком нестабильной. Поэтому мы перешли на ADB (Android Debug Bridge) — это инструмент командной строки из состава Android SDK, который позволяет управлять Android-устройствами с компьютера: выполнять команды, снимать скриншоты, получать доступ к файловой системе и, в нашем случае, дистанционно запускать съемку. Если включить на планшете отладку по USB, то ADB может делать снимки через команду терминала. Мы также написали Python-скрипт с использованием subprocess, который запускал команду захвата кадров через ADB.

Чтобы запустить съемку дистанционно:

Включаем «Отладку по USB» на планшете.
Подключаем его к компьютеру.
Запускаем команду захвата кадров ADB с помощью Python-скрипта с subprocess.

Метод быстрый и стабильный, а главное для нас — он легко автоматизируется и масштабируется.

Позднее мы нашли более удобные решения автоматизации съемки на планшете, которые могут быть успешно использованы вместо метода захвата кадров через ADB:
Open source-библиотека Sony PTP — позволяет управлять камерой Sony по одноименному протоколу. Мы потратили немало времени на ее поиск, но оно того стоило — в библиотеке есть готовые bash-скрипты для Linux и подробная документация.
SCRCPY — удобный инструмент для управления Android-устройствами, который лучше подходит для решения нашей задачи.
Менять работающую систему мы не стали, так как уже активно собирали снимки для датасета и любые изменения могли привести к задержкам в нашем проекте.

Как синхронизировать кадры: многопоточный подход

Мы решили задачи автоматизации, но столкнулись с еще одной проблемой: фото на планшете и камере снимались с некоторой задержкой относительно друг друга. Использование простых пауз (time.sleep) оказалось ненадежно и неэффективно. Тогда мы реализовали многопоточное решение:

Первый поток управляет съемкой с камеры с помощью библиотеки pyautogui.
Второй поток управляет съемкой с планшета через ADB.
Оба потока обмениваются информацией через очередь (queue.Queue() из стандартной библиотеки Python) — это потокобезопасная структура данных, которая позволяет одному потоку передать сигнал другому. В нашем случае очередь используется для передачи сигнала о начале съемки с камеры. Получив этот сигнал, планшет почти без задержки запускает захват изображения.

В процессе тестирования среднее время задержки составило 50 мс, но разброс данных достигал 93 мс. То есть, существуют случаи, когда мы получаем изображения с непозволительной задержкой в 100 мс и более. Мы отметили этот момент, но продолжили собирать датасет, а изображения с большой задержкой — удалять.

Скрипт автоматизации съемки кадров:

import subprocess
from threading import Thread
import pyautogui
import time
from queue import Queue

# координаты для кликов мыши

CAMERA_SHUTTER_BUTTON = (329, 748)    # кнопка затвора в приложении

FOCUS_POINT = (1189, 204)            # точка фокуса или область кадра


def tablet(q):
    time.sleep(0.1)
    if q.get() == 1:
        p = subprocess.Popen(r'.\adb.exe shell', stdin=subprocess.PIPE, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
        p.stdin.write(b'input keyevent 27')
        p.stdin.close()

def camera(q):
    pyautogui.click(*CAMERA_SHUTTER_BUTTON)
    pyautogui.moveTo(*FOCUS_POINT)
    q.put(1)
    pyautogui.mouseDown()
    time.sleep(0.02)
    pyautogui.mouseUp()

q = Queue()
thread1 = Thread(target=camera, args=(q,))
thread2 = Thread(target=tablet, args=(q,))
thread1.start()
thread2.start()

В оригинальной работе DPED точные значения задержки не указывались: авторы фиксировали устройства на механическом стенде и выполняли съемку вручную, без программной синхронизации или последующего анализа временного лага между кадрами. Насколько нам удалось выяснить, синхронизация производилась «на глаз», что не позволяет оценить точность в миллисекундах. Таким образом, можно утверждать, что наша реализация обеспечивает более детерминированный и измеримый результат по синхронизации.

Как мы изменяли конструкцию стенда для съемки

Мы несколько раз дорабатывали конструкцию стенда, чтобы добиться его максимальной устойчивости.

Первая итерация оказалась неустойчивой, и часть снимков получалась с критичными для нас искажениями.

Вторую версию стенда мы спроектировали сами и напечатали на 3D-принтере: это была легкая стабилизирующая платформа, которая улучшила фиксацию, но не обеспечивала достаточной жесткости конструкции.

Вторая версия стенда

На фото ниже — финальная версия стенда в сборе: планшет и камера закреплены на массивной платформе, установленной на штативе с уровнем. Вы можете скачать STL-файлы этих моделей.

Собираем датасет

Теперь наш стенд с оборудованием готов к сбору материалов для датасета. На этом этапе команда разделилась на две группы. Первая занялась съемкой парных фотографий, а вторая начала работу над предварительной обработкой полученных снимков: выделением общей области и извлечением из них патчей, то есть небольших фрагментов, которые нам нужны для обучения нейросети.

Напомним, что для обучения модели нам нужны снимки одной и той же сцены, сделанные одновременно на планшет KVADRA_T и камеру Sony. Поскольку у объективов устройств разные фокусные расстояния, углы обзора, светосила и так далее, то и фотографии всегда отличаются. Поэтому мы выделяем общую для парных снимков область и дальше работаем уже с ней.

Чтобы выделить такую область, мы находим на снимках ключевые точки: четко выраженные и устойчивые элементы изображения, такие как угол дома, край окна или характерная текстура. Их можно легко определить на разных снимках одной и той же сцены.

Каждая ключевая точка описывается специальным дескриптором, который характеризует ее окружение, что позволяет однозначно сопоставить точки на двух разных снимках. По найденным соответствиям ключевых точек затем вычисляется матрица гомографии — математическое преобразование, которое связывает два изображения между собой. Подробнее о ней мы расскажем ниже.

Есть несколько популярных алгоритмов поиска ключевых точек:

SIFT (Scale-Invariant Feature Transform) — инвариантный к масштабу и повороту метод, дающий хорошие результаты практически на любых сценах. Начиная с OpenCV 4.4, включен в состав opencv_contrib и доступен через cv2.SIFT_create(), но требует установки opencv-contrib-python.
SURF (Speeded-Up Robust Features) — быстрый и стабильно работающий метод, но он защищен патентами, поэтому отсутствует даже в opencv-contrib и требует самостоятельной пересборки OpenCV с включенным модулем xfeatures2d.
ORB (Oriented FAST and Rotated BRIEF) — бесплатный, открытый и быстрый метод. Он доступен в стандартной OpenCV, включая opencv-python, без дополнительных зависимостей.
AKAZE — современный и эффективный метод, также доступен в стандартной сборке OpenCV. Поддерживает нелинейные шкалированные пространства, подходит для множества сценариев.
SuperPoint — не входит в OpenCV. Это внешняя реализация на основе нейросетей (TensorFlow/PyTorch), которая требует отдельной загрузки весов и подключения через сторонний код.

Авторы оригинального проекта DPED использовали метод SIFT, и мы, протестировав несколько подходов, тоже выбрали его как самый надежный. Еще мы проверили работу алгоритма ORB, но его результаты на сценах с выраженными перспективными искажениями нас не удовлетворили, и мы от него отказались.

На изображениях ниже показаны результаты работы алгоритмов SIFT и ORB. Зеленые точки обозначают найденные ключевые точки, а линии между изображениями — найденные соответствия между точками на паре изображений. Линии могут быть пунктирными или цветными в зависимости от выбранной визуализации (например, при использовании cv2.drawMatches() в OpenCV). Рекомендуем увеличить изображение, чтобы разглядеть точки и линии.

Обратите внимание, что SIFT находит больше стабильных точек, особенно в зонах с неоднородной текстурой и при изменениях перспективы.

SIFT

Время выполнения (в секундах):

real — 31.47
user — 189.89
sys — 3.68

ORB

Время выполнения (в секундах):

real — 1.27
user — 2.70
sys — 0.30

Хотя алгоритм ORB работает значительно быстрее SIFT, но в большинстве случаев проигрывает ему в точности и стабильности обнаружения ключевых точек, особенно на изображениях с выраженными перспективными искажениями и сложными текстурами.

Мы нашли ключевые точки в парах изображений, и теперь нужно найти их соответствия друг другу. Для этого применяются специальные методы сопоставления, такие как RANSAC (Random Sample Consensus) и FLANN (Fast Library for Approximate Nearest Neighbors). Эти алгоритмы позволяют определить наиболее устойчивые пары точек, исключая «выбросы» — случайно совпавшие точки, которые могут ухудшить качество дальнейших вычислений.

Коротко поясним принцип работы этих алгоритмов:

FLANN основан на методе приближенного поиска ближайших соседей (nearest neighbors). Он быстро и эффективно сопоставляет дескрипторы ключевых точек, что позволяет оперативно отбирать хорошие соответствия и исключать ошибочные совпадения.
RANSAC работает по итеративному принципу: многократно случайным образом выбирает небольшие подмножества точек и на их основе строит модель преобразования (например, матрицу гомографии). После этого сам алгоритм выбирает ту модель преобразования, которая наилучшим образом согласуется с наибольшим числом точек (inliers), автоматически исключая выбросы (outliers), что не вписываются в построенную гипотезу.

После фильтрации и отбора устойчивых пар ключевых точек мы переходим к построению матрицы гомографии размером 3×3, которая описывает проективное преобразование между двумя плоскостями изображений. Другими словами, она позволяет проецировать одно изображение на другое, компенсируя перспективные искажения и различия в ракурсах съемки. Именно матрица гомографии поможет определить и вырезать общую область из пары изображений, полученных с разных устройств. Говоря упрощенно, матрица гомографии описывает, каким образом одно изображение можно проецировать на другое, учитывая перспективные искажения перспективы.

Принцип работы матрицы гомографии

С математической точки зрения, изображение можно представить в виде матрицы пикселей. Умножив координаты точек изображения на матрицу гомографии размером 3×3, мы получим координаты соответствующих точек на втором изображении.

Даже если снимки сделаны на устройства с разными фокусными расстояниями, углами обзора и положением в пространстве, с помощью гомографии можно перевести одно изображение в проекцию другого. Так мы корректно совместим сцены и выделим общую область, присутствующую на обоих кадрах в одной и той же перспективе, — что и нужно для дальнейшей нарезки патчей и обучения модели.

Метод RANSAC

Давайте разберемся, как именно мы выделяем и сохраняем общую область между изображениями с обоих устройств.

Сначала мы используем ранее вычисленную матрицу гомографии для преобразования изображения с планшета в координатную систему камеры. Это позволяет привести обе сцены к одной проекции и обеспечить их пространственное согласование.

Затем создаем логические маски для каждого изображения. Такая маска представляет собой двумерную матрицу, где каждый пиксель принимает значение 1, если он содержит информацию, и 0, если это фоновая или неиспользуемая область (например, черные поля, появившиеся в результате трансформации).

Далее выполняется побитовая операция AND (&) между этими двумя масками — преобразованного изображения с планшета и исходного изображения с камеры. В результате получается маска, обозначающая общую непустую область — ту часть сцены, которая одновременно присутствует на обоих изображениях после преобразования. Этот шаг также позволяет автоматически избавиться от черных полей, образовавшихся после применения гомографии к изображению с планшета, — они просто не попадут в итоговую общую маску.

На следующем шаге определяем границы результирующей области по логической маске. После вырезаем эту общую область из обоих изображений для последующей работы (например, для извлечения патчей).

Важно отметить, что из-за разных фокусных расстояний и углов обзора у камеры и планшета даже идеально выровненные кадры будут содержать локальные искажения. Например, объекты в центре сцены могут располагаться с небольшим сдвигом или масштабным искажением относительно друг друга. Такие эффекты — следствие физики оптики и проекции, и полностью устранить их средствами постобработки невозможно. Посмотрите на фото ниже, где хорошо видны такие искажения.

Фотография с камеры

Фотография с планшета

На переднем плане располагается столб, а сразу за ним — здание нашего университета. Хотя камера и планшет были установлены рядом, на одной поверхности и ориентированы в одном направлении, но геометрия сцены на полученных изображениях все равно различается. Часть здания слева от столба на снимке с камеры выглядит шире, чем на изображении с планшета. Это связано с различиями в фокусных расстояниях и углах обзора объективов, а также с характером проекционного искажения.

Такие локальные расхождения невозможно полностью компенсировать ни с помощью гомографии, ни другими способами выравнивания. Поэтому на этапе подготовки датасета мы отбирали патчи с высокой степенью соответствия. Для этого мы установили порог по нормализованной кросс-корреляции не ниже 0.9, чтобы отобрать только те патчи, где изображения максимально совпадают по содержанию. Это позволяло исключать области с геометрическими искажениями, локальными сдвигами или недостаточной информативностью, которые могли бы ухудшить обучение модели.

Угол обзора у камеры и планшета

Итоговое изображение с камеры

Итоговое изображение с планшета

На фотографиях выше показаны вырезанные общие области с изображений, которые получены с камеры и планшета. Эти участки сцены полностью совпадают по содержанию и могут быть использованы для дальнейшей нарезки патчей.

Извлекаем патчи

После выделения общих областей пора начинать подготовку обучающих пар патчей. Для этого мы реализовали базовый алгоритм, основанный на двух вложенных циклах, который проходится по изображению с заданным шагом — в нашем случае 100 пикселей по ширине и высоте.

В каждой итерации алгоритм извлекает квадратные фрагменты (патчи) фиксированного размера из обоих изображений. Затем для каждой пары патчей вычисляется кросс-корреляция: метрика схожести двух изображений. Если значение метрики превышает заданный порог (в нашем случае 0.9), то патч считается качественным и сохраняется в датасет. Так мы сразу отбрасываем фрагменты, которые содержат смещения, искажения или малоинформативные области.

Для подсчета метрики мы использовали нормализованную кросс-корреляцию (NCC), которая измеряет степень линейной зависимости между двумя патчами:

NCC(A, B) = Σ[(Aᵢ - Ā)(Bᵢ - B̄)] / (sqrt(Σ(Aᵢ - Ā)²) * sqrt(Σ(Bᵢ - B̄)²))

Здесь Aᵢ и Bᵢ — значения пикселей в патчах A и B, Ā и B̄ — средние значения интенсивности в каждом патче. Метрика принимает значения от –1 до 1, где 1 означает полное совпадение, 0 — отсутствие линейной зависимости, а –1 — полное обратное соответствие. Мы считали патчи приемлемыми, если NCC ≥ 0.9.

Однако в процессе работы мы увидели, что даже при гомографическом выравнивании некоторые пары изображений сохраняют остаточные локальные искажения. Это связано как с различиями в оптике, так и с микроскопическими сдвигами в момент съемки. Поэтому мы предложили два подхода к улучшению качества отбора патчей.

Учет глобального смещения (поиск коэффициента «сдвига»). Мы предположили, что на большинстве пар изображений существует постоянное смещение одной сцены относительно другой — например, влево или вверх. Это может быть результатом небольшого поворота одного из устройств, разной высоты установки или других аппаратных факторов.

Мы решили оценить это смещение (в пикселях) в центральной части кадра, а затем сдвигать область извлечения патчей на полученную величину. Такой подход позволил бы сосредоточиться на тех участках, где значение кросс-корреляции было наибольшим, и сократить число неудачных совпадений.

Поиск по локальной области (расширенное сопоставление) — более ресурсоемкий, но, как выяснилось, более надежный метод. Вместо того чтобы сравнивать патчи строго по одинаковым координатам, мы брали один патч с камеры и искали для него наилучшее соответствие среди множества патчей из окрестной области на снимке с планшета — с площадью от 100×100 до 400×400 пикселей.

Отметим, что локальные смещения внутри патча могут быть неравномерными и вызваны перспективными искажениями. Поэтому задачу можно рассматривать как локальный поиск матрицы преобразования (например, аффинной), и для такой локальной подгонки можно применять метод cv2.findTransformECC(), который вычисляет преобразование на основе максимизации корреляции между патчами.

В итоге для каждого патча мы вычисляли несколько значений кросс-корреляции и сохраняли наиболее похожую пару. Это позволило нивелировать небольшие смещения объектов и компенсировать локальные искажения проекции.

Алгоритм поиска по локальной области

Выбор между двумя предложенными методами отбора патчей оказался непростым. Второй вариант, с перебором патчей по области, уже был реализован, однако у него был существенный недостаток — высокая вычислительная нагрузка.

Первый метод, основанный на оценке смещения, казался более быстрым, но имел существенные ограничения: на тестовых изображениях смещение наблюдалось далеко не всегда, а в некоторых случаях оно отличалось не только по направлению, но и по величине. Такая непредсказуемость объясняется реальными условиями съемки: даже при стабильной установке оборудования невозможно гарантировать абсолютно идентичное позиционирование и проекцию сцены.

Более того, смещение может быть неравномерным — например, минимальным в центре изображения и значительно большим по краям. В таких условиях попытка сдвигать все патчи на фиксированный коэффициент может привести к искажению данных для обучения модели. Именно поэтому мы приняли решение использовать более надежный подход — поиск соответствий патчей по локальной области. Хотя метод и потребовал больше времени, он оказался более устойчивым к реальным искажениям и позволил сформировать более качественный датасет.

Оптимизируем процесс генерации патчей

В оригинальном проекте авторы сохраняли патчи в отдельных папках и затем вручную разделяли их на тренировочные и тестовые. В итоге получалось в среднем около 130 тысяч патчей. Мы решили автоматизировать процесс с помощью скрипта, который который работает в многопоточном режиме. Скрипт решает сразу три задачи:

выделяет общую область на паре изображений,
извлекает патчи с учетом кросс-корреляции,
сохраняет результат в бинарный файл формата .h5, что позволяет легко масштабировать и быстро загружать данные при обучении модели.

Сам скрипт:

from multiprocessing import Queue, Process
from concurrent.futures import ProcessPoolExecutor, as_completed
from h5 import Dataset
from pathlib import Path
from process_image import process_image
import argparse


parser = argparse.ArgumentParser()
parser.add_argument('path')
filename = 'dataset.h5'
path_dataset = parser.parse_args().path

def writer_process(queue):
    with Dataset(filename, 'a') as dataset:
        while True:
            data = queue.get()
            if data == 'stop':
                break
            if data is not None:
                [dataset.insert(pair[0], pair[1]) for pair in data]

queue = Queue()
writer = Process(target=writer_process, args=(queue,))
writer.start()

image_paths = [(str(path.name), i) for i, path in enumerate(Path(path_dataset).glob('*'))]

with ProcessPoolExecutor(max_workers=10) as executor:

    futures = [
        executor.submit(process_image, filename)
        for filename in image_paths
    ]

    for future in as_completed(futures):
        chunk = future.result()
        queue.put(chunk)

queue.put('stop')
writer.join()



def process_image(arg: tuple[str, int]) -> list | None:
    filename, index = arg
    path = 'dataset/'
    img1 = cv2.imread(f'{path}/tablet/{filename}')
    img2 = cv2.imread(f'{path}/camera/{filename}')

    gray1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)
    gray2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)

    sift = cv2.SIFT_create()

    kp1, des1 = sift.detectAndCompute(gray1, None)
    kp2, des2 = sift.detectAndCompute(gray2, None)
    bf = cv2.BFMatcher(cv2.NORM_L2, crossCheck=True)
    matches = bf.match(des1, des2)
    matches = sorted(matches, key=lambda x: x.distance)

    good_matches = matches[:50]

    src_pts = np.float32([kp1[m.queryIdx].pt for m in good_matches]).reshape(-1,1,2)
    dst_pts = np.float32([kp2[m.trainIdx].pt for m in good_matches]).reshape(-1,1,2)

    H, mask = cv2.findHomography(dst_pts, src_pts, cv2.RANSAC, 5.0)

    height, width = img1.shape[:2]
    warped_img2 = cv2.warpPerspective(img2, H, (width, height))

    overlap_mask = (cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY) > 0) & (cv2.cvtColor(warped_img2, cv2.COLOR_BGR2GRAY) > 0)

    if not (np.count_nonzero(overlap_mask) == 0):
        ys, xs = np.where(overlap_mask)
        x_min, x_max = xs.min(), xs.max()
        y_min, y_max = ys.min(), ys.max()

        crop1 = img1[y_min:y_max, x_min:x_max]
        crop2 = warped_img2[y_min:y_max, x_min:x_max]

        img1, img2 = crop1, crop2
        if img1.shape != img2.shape:
            return None

        height, width, _ = img1.shape
        c = 0
        counter = 0
        cross_correlation = 0.9

        patch_arr = list()
        cor_arr = list()
        patches_list = list()

        x1, y1 = 0, 0
        for y in trange(1, height, 100):
            print(f"************ {index + 1} step ****************")
            for x in range(1, width, 100):
                if x + 109 < width and y + 109 < height:
                    start_x = 1
                    finish_x = width
                    start_y = 1
                    finish_y = height

                    kx = 0
                    ky = 0

                    if x - start_x <= 10:
                        kx = x - start_x
                    elif finish_x - x <= 10:
                        kx = finish_x - x
                    else:
                        kx = 10
                        x1 = x - 10
                    
                    if y - start_y <= 10:
                        ky = y - start_y
                    elif finish_y - y <= 10:
                        ky = finish_y - y
                    else:
                        ky = 10
                        y1 = y - 10
                    
                    patch1 = img1[y:y+100, x:x+100]
                    if np.any(patch1 == 0):
                         continue
                    patch1_copy = patch1.copy()
                    for j in range(1, 11 + ky):
                        for i in range(1, 11 + kx):
                            patch2 = img2[y1+j:y1+100+j, x1+i:x1+100+i]
                            if np.any(patch1 == 0) or np.any(patch2 == 0):
                                continue
                            patch2_copy = patch2.copy()
                            flat1 = cv2.cvtColor(patch1_copy, cv2.COLOR_BGR2GRAY).flatten()
                            flat2 = cv2.cvtColor(patch2_copy, cv2.COLOR_BGR2GRAY).flatten()
                            correlation, _ = pearsonr(flat1, flat2)
                            patch_arr.append(patch2)
                            cor_arr.append(correlation)
                    max_cor = max(cor_arr)
                    if max_cor >= cross_correlation:
                        i = cor_arr.index(max_cor)
                            patches_list.append(
                        [np.transpose(patch1, (2, 0, 1)), np.transpose(patch_arr[i], (2, 0, 1))]
                        )
                        c += 1
                    cor_arr = []
                    patch_arr = []
        return patches_list

В однопоточном режиме процесс сборки датасета занимал около 9 часов. Использование 10 параллельных процессов позволило сократить это время в несколько раз.

В итоге мы собрали около 500 качественных пар снимков, из которых извлекли примерно 185 тысяч качественных патчей. 15 пар исключили — в них не удалось добиться приемлемой синхронизации или геометрического совпадения.

Заключение

В первом материале мы рассказали, зачем через восемь лет оживлять проект DPED, как именно мы его реанимировали и какого результата добились «в боевых условиях». В этой статье описали сбор и подготовку датасета, который планируем дополнить тысячей пар изображений. В следующий раз приступим к обучению модели, а заодно разберемся, как мы переписывали код и адаптировали его под современные версии библиотек.

А еще мы обновили наш проект, пока готовился этот материал: переписали алгоритм сбора изображений, добавили автоматическую сортировку и сохранение снимков, а также перешли на SCRCPY. Подробнее расскажем в третьей статье.

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23 июл. 2025 г.

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"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.25 19:53 Tonerdomark

A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
12.10.25 21:36 blessing

Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.25 01:11 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 01:15 tyleradams

Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.10.25 08:46 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 18:07 crypto

Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.10.25 21:52 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 20:17 tyleradams

As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
17.10.25 20:20 lindseyvonn

Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
17.10.25 20:22 richardcharles

I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
17.10.25 20:23 stevekalfman

If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.25 21:42 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 08:39 debby131

Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.10.25 11:45 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 04:48 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
22.10.25 07:36 donnacollier

HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 11:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.10.25 16:31 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 01:52 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 15:47 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.10.25 21:43 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:08 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:40 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 06:54 MATT PHILLIP

I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.10.25 18:18 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 00:49 tyleradams

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25.10.25 00:50 stevekalfman

If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
25.10.25 05:05 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.25 10:13 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.10.25 01:03 Christopherbelle

A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: ‪+1 512 577 7957. or +44 7428 662701.
26.10.25 18:09 victoriabenny463

A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 11:15 harristhomas7376

"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.25 17:08 raymondgonzales

Three Cheers for Wizard Hilton Cyber Tech, Bitcoin Savior Extraordinaire In the ever-evolving world of cryptocurrency, where volatility and uncertainty reign supreme, one individual has emerged as a beacon of hope and innovation - Wizard Hilton Cyber Tech, the self-proclaimed "Bitcoin Savior Extraordinaire." This enigmatic figure, with his uncanny ability to navigate the complexities of the digital asset landscape, has captivated the attention of crypto enthusiasts and skeptics alike. Wizard Hilton Cyber Tech journey began as a humble programmer, tinkering with the underlying blockchain technology that powers Bitcoin. But it was his visionary approach and unwavering commitment to the cryptocurrency's potential that propelled him into the limelight. Through a series of strategic investments, groundbreaking algorithmic trading strategies, and a knack for anticipating market shifts, Wizard Hilton Cyber Tech has managed to consistently outperform even the savviest of Wall Street traders. Wizard Hilton Cyber Tech ability to turn even the most tumultuous of Bitcoin price swings into opportunities for substantial gains has earned him the moniker "Wizard," a testament to his unparalleled mastery of the digital currency realm. But Wizard Hilton Cyber Tech impact extends far beyond personal wealth accumulation - Wizard Hilton Cyber Tech has tirelessly advocated for the widespread adoption of Bitcoin, working tirelessly to educate the public, lobby policymakers, and collaborate with industry leaders to overcome the barriers that have long hindered the cryptocurrency's mainstream acceptance. With infectious enthusiasm and boundless energy, Wizard Hilton Cyber Tech has become a true champion of the Bitcoin cause, inspiring a new generation of crypto enthusiasts to embrace the transformative power of this revolutionary technology. As the digital currency landscape continues to evolve, Wizard Hilton Cyber Tech name will undoubtedly be etched in the annals of cryptocurrency history as a visionary, a trailblazer, and, above all, the Bitcoin Savior Extraordinaire. To get your stolen bitcoin back, reach out to Wizard Hilton Cyber Tech via: Email : wizardhiltoncybertech ( @ ) gmail (. ) com WhatsApp number +18737715701 Good Day.
27.10.25 17:20 fatimanorth

The Federal Trade Commission said that more than $1 billion had been lost to cryptocurrency scams in 2023. Victims frequently lose everything, including hope, trust, and wealth. When your hard-earned money disappears into digital shadows, you feel trapped. Nowadays, cryptocurrency frauds are very common. You can get help from recovery specialist Marie at [email protected] and via WhatsApp at +1 7127594675.
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
28.10.25 00:55 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 03:43 Christopherbelle

A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.10.25 10:56 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.10.25 09:49 Christopherbelle

I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701
30.10.25 12:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1